{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.天津空气质量数据获取"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 从akshare库的接口直接获取天津市历史空气质量数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#先安装库 pip install -i https://pypi.tuna.tsinghua.edu.cn/simple akshare\n",
    "import akshare as ak"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "air_quality_hist_df = ak.air_quality_hist(city=\"天津\", period=\"day\", start_date=\"2020-01-01\", end_date=\"2021-03-18\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>aqi</th>\n",
       "      <th>pm2_5</th>\n",
       "      <th>pm10</th>\n",
       "      <th>co</th>\n",
       "      <th>no2</th>\n",
       "      <th>o3</th>\n",
       "      <th>so2</th>\n",
       "      <th>complexindex</th>\n",
       "      <th>rank</th>\n",
       "      <th>primary_pollutant</th>\n",
       "      <th>temp</th>\n",
       "      <th>humi</th>\n",
       "      <th>windlevel</th>\n",
       "      <th>winddirection</th>\n",
       "      <th>weather</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-01</th>\n",
       "      <td>93</td>\n",
       "      <td>62</td>\n",
       "      <td>97</td>\n",
       "      <td>1.2</td>\n",
       "      <td>74</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>5.65923</td>\n",
       "      <td>126</td>\n",
       "      <td>二氧化氮</td>\n",
       "      <td>-3.917</td>\n",
       "      <td>44.375</td>\n",
       "      <td>0.875</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-02</th>\n",
       "      <td>112</td>\n",
       "      <td>84</td>\n",
       "      <td>127</td>\n",
       "      <td>1.5</td>\n",
       "      <td>88</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>7.11637</td>\n",
       "      <td>219</td>\n",
       "      <td>细颗粒物(PM2.5)</td>\n",
       "      <td>-2.000</td>\n",
       "      <td>54.125</td>\n",
       "      <td>1.083</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03</th>\n",
       "      <td>188</td>\n",
       "      <td>141</td>\n",
       "      <td>190</td>\n",
       "      <td>2.4</td>\n",
       "      <td>107</td>\n",
       "      <td>17</td>\n",
       "      <td>28</td>\n",
       "      <td>10.59077</td>\n",
       "      <td>215</td>\n",
       "      <td>细颗粒物(PM2.5)</td>\n",
       "      <td>-0.375</td>\n",
       "      <td>45.708</td>\n",
       "      <td>1.250</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-04</th>\n",
       "      <td>190</td>\n",
       "      <td>143</td>\n",
       "      <td>160</td>\n",
       "      <td>2.5</td>\n",
       "      <td>109</td>\n",
       "      <td>16</td>\n",
       "      <td>23</td>\n",
       "      <td>10.20476</td>\n",
       "      <td>290</td>\n",
       "      <td>细颗粒物(PM2.5)</td>\n",
       "      <td>0.958</td>\n",
       "      <td>58.042</td>\n",
       "      <td>1.000</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-05</th>\n",
       "      <td>94</td>\n",
       "      <td>57</td>\n",
       "      <td>70</td>\n",
       "      <td>1.5</td>\n",
       "      <td>75</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>5.15774</td>\n",
       "      <td>101</td>\n",
       "      <td>二氧化氮</td>\n",
       "      <td>-0.042</td>\n",
       "      <td>85.042</td>\n",
       "      <td>1.208</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-06</th>\n",
       "      <td>104</td>\n",
       "      <td>78</td>\n",
       "      <td>62</td>\n",
       "      <td>1.8</td>\n",
       "      <td>66</td>\n",
       "      <td>15</td>\n",
       "      <td>9</td>\n",
       "      <td>5.45804</td>\n",
       "      <td>159</td>\n",
       "      <td>细颗粒物(PM2.5)</td>\n",
       "      <td>0.125</td>\n",
       "      <td>97.875</td>\n",
       "      <td>1.208</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-07</th>\n",
       "      <td>68</td>\n",
       "      <td>46</td>\n",
       "      <td>40</td>\n",
       "      <td>1.2</td>\n",
       "      <td>54</td>\n",
       "      <td>41</td>\n",
       "      <td>10</td>\n",
       "      <td>3.95863</td>\n",
       "      <td>278</td>\n",
       "      <td>二氧化氮</td>\n",
       "      <td>0.208</td>\n",
       "      <td>66.042</td>\n",
       "      <td>1.958</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-08</th>\n",
       "      <td>54</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>0.4</td>\n",
       "      <td>43</td>\n",
       "      <td>62</td>\n",
       "      <td>4</td>\n",
       "      <td>2.41488</td>\n",
       "      <td>18</td>\n",
       "      <td>二氧化氮</td>\n",
       "      <td>0.500</td>\n",
       "      <td>42.250</td>\n",
       "      <td>1.917</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-09</th>\n",
       "      <td>125</td>\n",
       "      <td>95</td>\n",
       "      <td>94</td>\n",
       "      <td>1.4</td>\n",
       "      <td>82</td>\n",
       "      <td>43</td>\n",
       "      <td>10</td>\n",
       "      <td>6.89256</td>\n",
       "      <td>127</td>\n",
       "      <td>细颗粒物(PM2.5)</td>\n",
       "      <td>0.125</td>\n",
       "      <td>62.167</td>\n",
       "      <td>1.083</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-10</th>\n",
       "      <td>93</td>\n",
       "      <td>69</td>\n",
       "      <td>67</td>\n",
       "      <td>1.1</td>\n",
       "      <td>71</td>\n",
       "      <td>40</td>\n",
       "      <td>8</td>\n",
       "      <td>5.36190</td>\n",
       "      <td>228</td>\n",
       "      <td>细颗粒物(PM2.5)</td>\n",
       "      <td>1.375</td>\n",
       "      <td>50.708</td>\n",
       "      <td>1.625</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            aqi pm2_5 pm10   co  no2  o3 so2 complexindex rank  \\\n",
       "time                                                             \n",
       "2020-01-01   93    62   97  1.2   74  19  14      5.65923  126   \n",
       "2020-01-02  112    84  127  1.5   88  15  14      7.11637  219   \n",
       "2020-01-03  188   141  190  2.4  107  17  28     10.59077  215   \n",
       "2020-01-04  190   143  160  2.5  109  16  23     10.20476  290   \n",
       "2020-01-05   94    57   70  1.5   75  10  13      5.15774  101   \n",
       "2020-01-06  104    78   62  1.8   66  15   9      5.45804  159   \n",
       "2020-01-07   68    46   40  1.2   54  41  10      3.95863  278   \n",
       "2020-01-08   54    15   25  0.4   43  62   4      2.41488   18   \n",
       "2020-01-09  125    95   94  1.4   82  43  10      6.89256  127   \n",
       "2020-01-10   93    69   67  1.1   71  40   8      5.36190  228   \n",
       "\n",
       "           primary_pollutant    temp    humi windlevel winddirection weather  \n",
       "time                                                                          \n",
       "2020-01-01              二氧化氮  -3.917  44.375     0.875                        \n",
       "2020-01-02       细颗粒物(PM2.5)  -2.000  54.125     1.083                        \n",
       "2020-01-03       细颗粒物(PM2.5)  -0.375  45.708     1.250                        \n",
       "2020-01-04       细颗粒物(PM2.5)   0.958  58.042     1.000                        \n",
       "2020-01-05              二氧化氮  -0.042  85.042     1.208                        \n",
       "2020-01-06       细颗粒物(PM2.5)   0.125  97.875     1.208                        \n",
       "2020-01-07              二氧化氮   0.208  66.042     1.958                        \n",
       "2020-01-08              二氧化氮   0.500  42.250     1.917                        \n",
       "2020-01-09       细颗粒物(PM2.5)   0.125  62.167     1.083                        \n",
       "2020-01-10       细颗粒物(PM2.5)   1.375  50.708     1.625                        "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "air_quality_hist_df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.数据预处理\n",
    "\n",
    "### 绘制热力图x轴是日期1-31日，y轴是年月，故需要对原始数据进行宽表转化和一些简单地预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>aqi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-01-01</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-01-02</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-01-03</td>\n",
       "      <td>188</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-01-04</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-01-05</td>\n",
       "      <td>94</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>2021-03-14</td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>2021-03-15</td>\n",
       "      <td>500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>2021-03-16</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>2021-03-17</td>\n",
       "      <td>114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>2021-03-18</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>443 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           time  aqi\n",
       "0    2020-01-01   93\n",
       "1    2020-01-02  112\n",
       "2    2020-01-03  188\n",
       "3    2020-01-04  190\n",
       "4    2020-01-05   94\n",
       "..          ...  ...\n",
       "438  2021-03-14  166\n",
       "439  2021-03-15  500\n",
       "440  2021-03-16  129\n",
       "441  2021-03-17  114\n",
       "442  2021-03-18   75\n",
       "\n",
       "[443 rows x 2 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = air_quality_hist_df[['aqi']].copy()  #复制上边数据框api这列的数据\n",
    "#df.loc['2021-03-18','aqi'] = 500\n",
    "df.reset_index(inplace=True)\n",
    "\n",
    "#当我们在数据清洗去除空值的行或者切分的时候，此时DataFrame或Series类型的数据索引不在是从0开始的索引，这样我们就需要用到reset_index()重置索引。\n",
    "#inplace=True：不创建新的对象，直接对原始对象进行修改；\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>日期</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
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       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "      <th>31</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>年月</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021年03月</th>\n",
       "      <td>42.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>213.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021年02月</th>\n",
       "      <td>57.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>...</td>\n",
       "      <td>61.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021年01月</th>\n",
       "      <td>79.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>...</td>\n",
       "      <td>110.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年12月</th>\n",
       "      <td>82.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>...</td>\n",
       "      <td>173.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>63.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年11月</th>\n",
       "      <td>83.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>...</td>\n",
       "      <td>35.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年10月</th>\n",
       "      <td>58.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>...</td>\n",
       "      <td>62.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>127.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年09月</th>\n",
       "      <td>83.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>...</td>\n",
       "      <td>61.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年08月</th>\n",
       "      <td>102.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>...</td>\n",
       "      <td>137.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>56.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年07月</th>\n",
       "      <td>132.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>...</td>\n",
       "      <td>100.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>64.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年06月</th>\n",
       "      <td>112.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>...</td>\n",
       "      <td>118.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "日期           1      2      3      4      5      6      7      8      9   \\\n",
       "年月                                                                        \n",
       "2021年03月   42.0   90.0  130.0  132.0   93.0   41.0   63.0  128.0  213.0   \n",
       "2021年02月   57.0   37.0   61.0   70.0  122.0   82.0   49.0   67.0   89.0   \n",
       "2021年01月   79.0   74.0   77.0   54.0   34.0   88.0   30.0   40.0   53.0   \n",
       "2020年12月   82.0   64.0   45.0   55.0   74.0  152.0   35.0   68.0  108.0   \n",
       "2020年11月   83.0   59.0   59.0   84.0   89.0   88.0  100.0   40.0   73.0   \n",
       "2020年10月   58.0   34.0   52.0   31.0   40.0   63.0   72.0  125.0  123.0   \n",
       "2020年09月   83.0   43.0   43.0   60.0  161.0  128.0  133.0   49.0   50.0   \n",
       "2020年08月  102.0  104.0  113.0  128.0   64.0   48.0   64.0   61.0  104.0   \n",
       "2020年07月  132.0   83.0   49.0  110.0  113.0  135.0  125.0  100.0   50.0   \n",
       "2020年06月  112.0  106.0  168.0   88.0   80.0   73.0  203.0  147.0   76.0   \n",
       "\n",
       "日期           10  ...     22     23     24     25     26     27     28     29  \\\n",
       "年月               ...                                                           \n",
       "2021年03月  129.0  ...    NaN    NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2021年02月  133.0  ...   61.0   50.0   58.0   98.0  119.0  114.0  105.0    NaN   \n",
       "2021年01月   37.0  ...  110.0   84.0  137.0  166.0  122.0  139.0   58.0   77.0   \n",
       "2020年12月  149.0  ...  173.0  100.0   66.0   89.0  113.0  129.0   59.0   58.0   \n",
       "2020年11月  104.0  ...   35.0   50.0   99.0   97.0   64.0   55.0   39.0   69.0   \n",
       "2020年10月  139.0  ...   62.0   53.0   78.0  103.0  176.0   53.0   78.0   88.0   \n",
       "2020年09月   39.0  ...   61.0   45.0   68.0   88.0   97.0   90.0   99.0   44.0   \n",
       "2020年08月  126.0  ...  137.0  125.0   62.0  131.0   79.0   86.0  113.0   94.0   \n",
       "2020年07月   90.0  ...  100.0  119.0  148.0  134.0   65.0   90.0  110.0  137.0   \n",
       "2020年06月  134.0  ...  118.0   69.0   88.0   81.0  103.0  140.0   75.0   55.0   \n",
       "\n",
       "日期           30     31  \n",
       "年月                      \n",
       "2021年03月    NaN    NaN  \n",
       "2021年02月    NaN    NaN  \n",
       "2021年01月   78.0   98.0  \n",
       "2020年12月   39.0   63.0  \n",
       "2020年11月   45.0    NaN  \n",
       "2020年10月   92.0  127.0  \n",
       "2020年09月   47.0    NaN  \n",
       "2020年08月   87.0   56.0  \n",
       "2020年07月  131.0   64.0  \n",
       "2020年06月  130.0    NaN  \n",
       "\n",
       "[10 rows x 31 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.time = pd.to_datetime(df.time)  #python中datetime模块非常好用，提供了日期格式和字符串格式相互转化的函数strftime/strptime\n",
    "df['年月'] = df['time'].apply(lambda x:x.strftime('%Y{y}%m{m}').format(y=\"年\",m=\"月\"))\n",
    "df['日期'] = df['time'].dt.day\n",
    "data = pd.pivot(df,\n",
    "                values='aqi',\n",
    "                index='年月',\n",
    "                columns='日期') #pivot函数用于创建一个新的派生表，该函数有三个参数：index, columns和values\n",
    "#注意：该方法至少需要包含两个参数，index和colums，同时如果数据集中存在重复条目时，该方法会直接报错，此时就需要使用df.pivot_table 方法来实现，\n",
    "\n",
    "data3 = data\n",
    "data = data.astype('float')\n",
    "data.sort_index(ascending=False,inplace=True)\n",
    "\n",
    "data.head(10)"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ### 关于strftime()\n",
    " #### strftime() 用来格式化datetime 对象, 有时候会十分的方便,\n",
    " \n",
    " #### 格式是： datetime.strftime('%' ) %后面跟一个控制字符，具体如下：\n",
    " ![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.热力图绘制\n",
    "## 热力图绘制有两种方法，其一是sns.heatmap()，其二是plotly的ff.create_annotated_heatmap()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1 searbornde heatmap 热力图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Seaborn的heatmap各个参数介绍\n",
    "- seaborn.heatmap(data, vmin=None, vmax=None, cmap=None, center=None, robust=False, annot=None, fmt='.2g', annotkws=None, linewidths=0, linecolor='white', cbar=True, cbarkws=None, cbar_ax=None, square=False, ax=None, xticklabels=True, yticklabels=True, mask=None, **kwargs)\n",
    "\n",
    "- data：矩阵数据集，可以使numpy的数组（array），如果是pandas的dataframe，则df的index/column信息会分别对应到heatmap的columns和rows\n",
    "\n",
    "- linewidths,热力图矩阵之间的间隔大小\n",
    "\n",
    "- vmax,vmin, 图例中最大值和最小值的显示值，没有该参数时默认不显示\n",
    "\n",
    "- cmap：matplotlib的colormap名称或颜色对象；如果没有提供，默认为cubehelix map (数据集为连续数据集时) 或 RdBu_r (数据集为离散数据集时)\n",
    "\n",
    "- center:将数据设置为图例中的均值数据，即图例中心的数据值；通过设置center值，可以调整生成的图像颜色的整体深浅；设置center数据时，如果有数据溢出，则手动设置的vmax、vmin会自动改变\n",
    "\n",
    "-  annot： annotate的缩写，annot默认为False，当annot为True时，在heatmap中每个方格写入数据\n",
    "\n",
    "-  annot_kws，当annot为True时，可设置各个参数，包括大小，颜色，加粗，斜体字等\n",
    "\n",
    "- fmt 参数fmt是指添加注释时要使用的字符串格式代码\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as mcolors\n",
    "import seaborn as sns\n",
    "\n",
    "plt.rcParams['font.family'] = ['Microsoft YaHei'] #设置全局默认字体 为 雅黑\n",
    "plt.rcParams[\"axes.labelsize\"] = 16  # 设置全局轴标签字典大小\n",
    "\n",
    "sns.set_style(\"darkgrid\",{\"font.family\":['Microsoft YaHei', 'SimHei']})  \n",
    "plt.figure(figsize=(18,8),dpi=100)\n",
    "cmap = mcolors.LinearSegmentedColormap.from_list(\"n\",['#95B359','#D3CF63','#E0991D','#D96161','#A257D0','#7B1216'])  \n",
    "#颜色映射参考官网 ：https://matplotlib.org/2.0.2/users/colormaps.html\n",
    "ax = sns.heatmap(data, cmap=cmap, vmax=300, annot=True, fmt='0.0f',linewidths=0.5,) #RdYlGn_r,center=75\n",
    "ax.set_title( label='天津最近15个月空气质量AQI',fontdict = {'fontsize': 25})\n",
    "ax.xaxis.set_ticks_position('top')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2plotly的热力图绘制"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### create_annotated_heatmap方法：\n",
    "- 由于绘图的时候 顺序和之前是反的，所以需要先进行顺序逆序调整；\n",
    "\n",
    "- 为了更好的根据aqi数值进行颜色分配，我们可以对数据进行分箱操作；\n",
    "\n",
    "- 为了让颜色和空气质量指数级别色卡一致，我们可以自定义颜色色卡；\n",
    "\n",
    "- 为了更好的在热力图上显示数值，需要将原来的float转化为int，nan转化为空字符。\n",
    "\n",
    "#### 官网链接：https://matplotlib.org/stable/gallery/images_contours_and_fields/image_annotated_heatmap.html?highlight=annotated_heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>日期</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>...</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "      <th>31</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>年月</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020年01月</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年02月</th>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年03月</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年04月</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年05月</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年06月</th>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年07月</th>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年08月</th>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年09月</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020年10月</th>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "日期         1    2    3    4    5    6    7    8    9    10  ...   22   23  \\\n",
       "年月                                                          ...             \n",
       "2020年01月  0.2  0.3  0.4  0.4  0.2  0.3  0.2  0.2  0.3  0.2  ...  0.5  0.5   \n",
       "2020年02月  0.1  0.1  0.1  0.1  0.1  0.1  0.3  0.3  0.5  0.5  ...  0.1  0.2   \n",
       "2020年03月  0.2  0.2  0.1  0.1  0.2  0.3  0.3  0.3  0.3  0.1  ...  0.2  0.2   \n",
       "2020年04月  0.2  0.2  0.2  0.3  0.2  0.3  0.2  0.2  0.1  0.2  ...  0.1  0.1   \n",
       "2020年05月  0.4  0.3  0.1  0.2  0.2  0.2  0.2  0.1  0.2  0.2  ...  0.2  0.1   \n",
       "2020年06月  0.3  0.3  0.4  0.2  0.2  0.2  0.5  0.3  0.2  0.3  ...  0.3  0.2   \n",
       "2020年07月  0.3  0.2  0.1  0.3  0.3  0.3  0.3  0.2  0.1  0.2  ...  0.2  0.3   \n",
       "2020年08月  0.3  0.3  0.3  0.3  0.2  0.1  0.2  0.2  0.3  0.3  ...  0.3  0.3   \n",
       "2020年09月  0.2  0.1  0.1  0.2  0.4  0.3  0.3  0.1  0.1  0.1  ...  0.2  0.1   \n",
       "2020年10月  0.2  0.1  0.2  0.1  0.1  0.2  0.2  0.3  0.3  0.3  ...  0.2  0.2   \n",
       "\n",
       "日期         24   25   26   27   28   29   30   31  \n",
       "年月                                                \n",
       "2020年01月  0.2  0.3  0.5  0.5  0.5  0.3  0.1  0.3  \n",
       "2020年02月  0.3  0.2  0.1  0.1  0.2  0.2  NaN  NaN  \n",
       "2020年03月  0.2  0.2  0.1  0.1  0.1  0.2  0.2  0.2  \n",
       "2020年04月  0.2  0.2  0.2  0.2  0.3  0.3  0.4  NaN  \n",
       "2020年05月  0.2  0.2  0.2  0.2  0.3  0.4  0.3  0.2  \n",
       "2020年06月  0.2  0.2  0.3  0.3  0.2  0.2  0.3  NaN  \n",
       "2020年07月  0.3  0.3  0.2  0.2  0.3  0.3  0.3  0.2  \n",
       "2020年08月  0.2  0.3  0.2  0.2  0.3  0.2  0.2  0.2  \n",
       "2020年09月  0.2  0.2  0.2  0.2  0.2  0.1  0.1  NaN  \n",
       "2020年10月  0.2  0.3  0.4  0.2  0.2  0.2  0.2  0.3  \n",
       "\n",
       "[10 rows x 31 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sort_index(ascending=True,inplace=True)\n",
    "bins = [0,50,100,150,200,300,999]\n",
    "groups = [.1,.2,.3,.4,.5,.6]\n",
    "data1 = data.apply(lambda x: pd.cut(x,bins,labels=groups))\n",
    "data1.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
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       "                            \n",
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       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
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       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
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       "\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.figure_factory as ff\n",
    "import numpy as np\n",
    "\n",
    "x = list(data.columns)\n",
    "y = list(data.index)\n",
    "z = data1.values.tolist()\n",
    "z_text = data3.fillna('').values.tolist()  #data3为初始未进行格式转化的透视数据表\n",
    "#fillna()会填充nan数据，返回填充后的结果。如果希望在原DataFrame中修改，则把inplace设置为True\n",
    "\n",
    "\n",
    "# 自定义色卡\n",
    "colorscale=[[0.0, 'rgb(0,153,102)'], [.1, 'rgb(211, 207, 99)'],\n",
    "            [.3, 'rgb(255, 153, 51)'], [.4, 'rgb(204, 97, 51)'],\n",
    "            [.5, 'rgb(102, 0, 153)'],[1.0, 'rgb(126, 0, 35)']]\n",
    "\n",
    "fig = ff.create_annotated_heatmap(z, x=x, y=y, \n",
    "                                  annotation_text=z_text, \n",
    "                                  colorscale=colorscale,\n",
    "                                 )\n",
    "fig.update_layout(title = {'text': '天津最近15个月空气质量AQI', 'font':{'size':25}},\n",
    "                  width=1000,\n",
    "                  height=800,\n",
    "                  font = {'size':13}\n",
    "                 )\n",
    "fig.update_xaxes(side=\"top\")\n",
    "fig.show()"
   ]
  },
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   "metadata": {},
   "outputs": [],
   "source": []
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